In [4]:
import folium, jinja2, vincent
from IPython.display import IFrame
from IPython.core.display import HTML
print(folium.__file__)
print(folium.__version__)
In [76]:
import pickle
node_pkl = open('/Users/chengjun/GitHub/cjc2016/data/nodeLoc.pkl', 'rb')
nodeLoc = pickle.load(node_pkl)
node_pkl.close()
edge_pkl = open('/Users/chengjun/GitHub/cjc2016/data/edgeLoc.pkl', 'rb')
edgeLoc = pickle.load(edge_pkl)
edge_pkl.close()
In [5]:
map_osm = folium.Map(location=[45.5236, -122.6750])
map_osm
Out[5]:
In [77]:
beijing = folium.Map(location=(39.90403,116.407526), zoom_start=10)
In [78]:
beijing
Out[78]:
In [64]:
from folium.plugins import MarkerCluster
locations = nodeLoc
popups = ['{}'.format(loc) for loc in locations]
beijing.add_children(MarkerCluster(locations=locations, popups=popups))
Out[64]:
In [57]:
from folium import plugins
beijing.add_children(plugins.HeatMap(locations))
Out[57]:
In [ ]:
beijing.save('/Users/chengjun/GitHub/cjc2016/code/beijing_mobile.html')
In [65]:
colors = ['blue','orange', 'red']
for k, community in enumerate(edgeLoc):
locations = edgeLoc[community]
for loc in locations:
line = folium.PolyLine(locations=loc, color=colors[k])
beijing.add_children(line)
In [66]:
beijing
Out[66]:
In [67]:
beijing.save('/Users/chengjun/GitHub/cjc2016/vis/beijing_mobile_without_heat.html')
python数据持久存储：pickle模块的基本使用 python的pickle模块实现了基本的数据序列和反序列化。通过pickle模块的序列化操作我们能够将程序中运行的对象信息保存到文件中去，永久存储；通过pickle模块的反序列化操作，我们能够从文件中创建上一次程序保存的对象。
In [68]:
import pickle
In [69]:
output = open('/Users/chengjun/GitHub/cjc2016/data/edgeLoc.pkl', 'wb')
# Pickle dictionary using protocol 0.
pickle.dump(edgeLoc, output)
output.close()
In [70]:
output = open('/Users/chengjun/GitHub/cjc2016/data/nodeLoc.pkl', 'wb')
# Pickle list using protocol -1
pickle.dump(nodeLoc, output, -1)
output.close()
In [36]:
edgeLoc = {12196: [[(39.990111, 116.330251), (39.990301, 116.339161)],
[(39.990111, 116.330251), (39.991104, 116.343872)],
[(39.990111, 116.330251), (40.010696, 116.338602)],
[(39.975028, 116.311556), (40.008801, 116.267881)],
[(39.884931, 116.672281), (39.886901, 116.675301)],
[(39.884931, 116.672281), (39.983333, 116.309944)],
[(39.990311, 116.351102), (39.990301, 116.339161)],
[(39.990311, 116.351102), (39.991104, 116.343872)],
[(39.990311, 116.351102), (39.886901, 116.675301)],
[(39.990311, 116.351102), (39.990531, 116.363311)],
[(39.990311, 116.351102), (39.989352, 116.356064)],
[(39.990311, 116.351102), (40.000241, 116.352881)],
[(40.017402, 116.305637), (40.020209, 116.302722)],
[(39.920349, 116.327869), (39.979381, 116.308711)],
[(39.920349, 116.327869), (39.905001, 116.342225)],
[(39.920349, 116.327869), (39.977181, 116.308881)],
[(39.988501, 116.318872), (39.984811, 116.315931)],
[(39.988501, 116.318872), (39.981691, 116.332721)],
[(39.988501, 116.318872), (39.983061, 116.319341)],
[(39.988501, 116.318872), (39.978994, 116.329721)],
[(39.763371011, 116.322339649), (39.977181, 116.308881)],
[(39.994141, 116.405721), (39.977237, 116.308991)],
[(40.050083, 116.298417), (40.017394, 116.325471)],
[(40.050083, 116.298417), (39.980345, 116.370601)],
[(40.050083, 116.298417), (40.010696, 116.338602)],
[(39.984811, 116.315931), (39.983061, 116.319341)],
[(39.984811, 116.315931), (39.978994, 116.329721)],
[(39.978994, 116.329721), (39.990301, 116.339161)],
[(39.978994, 116.329721), (39.981691, 116.332721)],
[(39.978994, 116.329721), (39.983061, 116.319341)],
[(39.978994, 116.329721), (39.989352, 116.356064)],
[(39.981691, 116.332721), (39.990301, 116.339161)],
[(39.981691, 116.332721), (40.017394, 116.325471)],
[(39.983118, 116.310884), (39.983464, 116.308398)],
[(39.983464, 116.308398), (39.983471, 116.308391)],
[(39.983464, 116.308398), (39.983056, 116.309167)],
[(40.017394, 116.325471), (39.990301, 116.339161)],
[(40.017394, 116.325471), (40.008171, 116.328254)],
[(40.017394, 116.325471), (40.010696, 116.338602)],
[(39.977181, 116.308881), (39.977237, 116.308991)],
[(39.977181, 116.308881), (39.981928, 116.308731)],
[(39.592431, 116.183104), (39.983333, 116.309944)],
[(39.983056, 116.309167), (39.983333, 116.309944)],
[(40.000241, 116.352881), (39.990301, 116.339161)],
[(40.000241, 116.352881), (39.990531, 116.363311)],
[(40.000241, 116.352881), (39.991104, 116.343872)],
[(40.000241, 116.352881), (40.010696, 116.338602)],
[(39.975395, 116.313438), (39.977237, 116.308991)],
[(39.979381, 116.308711), (39.905001, 116.342225)],
[(39.990301, 116.339161), (39.991104, 116.343872)],
[(39.991541, 116.319551), (39.983333, 116.309944)],
[(40.008171, 116.328254), (40.010696, 116.338602)],
[(39.981928, 116.308731), (39.977147, 116.304633)],
[(40.008801, 116.267881), (40.006201, 116.279001)],
[(39.978871, 116.306551), (39.977147, 116.304633)],
[(39.977237, 116.308991), (39.983333, 116.309944)],
[(39.981862, 116.317841), (39.983061, 116.319341)],
[(39.990531, 116.363311), (39.989352, 116.356064)]],
12261: [[(40.200491, 116.179253), (40.183415, 116.161574)],
[(40.200491, 116.179253), (40.183997, 116.191357)],
[(40.200491, 116.179253), (40.218981, 116.230971)],
[(40.226655, 116.226144), (40.145755, 116.302861)],
[(40.226655, 116.226144), (40.210773, 116.239262)],
[(40.226655, 116.226144), (40.222097, 116.220571)],
[(40.226655, 116.226144), (40.218981, 116.230971)],
[(40.226655, 116.226144), (40.213888, 116.221534)],
[(40.226655, 116.226144), (40.213869, 116.234626)],
[(40.055072, 116.313491), (40.076948, 116.302963)],
[(40.055072, 116.313491), (40.098774, 116.302953)],
[(40.171594, 116.244031), (40.210773, 116.239262)],
[(40.171594, 116.244031), (40.183997, 116.191357)],
[(40.100662, 116.276404), (40.098981, 116.285883)],
[(40.100662, 116.276404), (40.096239, 116.272141)],
[(40.100662, 116.276404), (40.112621, 116.289151)],
[(40.100662, 116.276404), (40.095381, 116.283131)],
[(40.100662, 116.276404), (40.106016, 116.276689)],
[(40.100662, 116.276404), (40.103275, 116.284444)],
[(40.216718, 116.216522), (39.792501, 116.486851)],
[(40.216718, 116.216522), (40.213888, 116.221534)],
[(40.216718, 116.216522), (40.212898, 116.228058)],
[(40.216718, 116.216522), (40.218981, 116.230971)],
[(40.029814, 116.317095), (40.034031, 116.319871)],
[(40.029814, 116.317095), (40.039607, 116.316384)],
[(40.029814, 116.317095), (40.035833, 116.309445)],
[(40.056215, 116.327246), (40.058111, 116.330667)],
[(40.056215, 116.327246), (40.047312, 116.333848)],
[(40.056215, 116.327246), (40.055791, 116.324361)],
[(40.056215, 116.327246), (40.057821, 116.340871)],
[(40.240347, 116.117703), (40.231194, 116.118111)],
[(40.240347, 116.117703), (40.235611, 116.124289)],
[(40.240347, 116.117703), (40.220667, 116.239556)],
[(40.133908, 116.260049), (40.125971, 116.252163)],
[(40.133908, 116.260049), (40.125517, 116.261944)],
[(40.133908, 116.260049), (40.131848, 116.266921)],
[(40.073638, 116.310218), (40.083291, 116.322045)],
[(40.073638, 116.310218), (40.076948, 116.302963)],
[(40.073638, 116.310218), (40.077062, 116.325645)],
[(40.073638, 116.310218), (40.068287, 116.333102)],
[(40.073638, 116.310218), (40.073022, 116.316664)],
[(40.073022, 116.316664), (40.083291, 116.322045)],
[(40.073022, 116.316664), (40.058111, 116.330667)],
[(40.073022, 116.316664), (40.089172, 116.302284)],
[(40.073022, 116.316664), (40.065611, 116.322079)],
[(40.073022, 116.316664), (40.087491, 116.324951)],
[(40.073022, 116.316664), (40.099121, 116.338071)],
[(40.073022, 116.316664), (40.077062, 116.325645)],
[(40.073022, 116.316664), (40.068287, 116.333102)],
[(40.073022, 116.316664), (40.076948, 116.302963)],
[(40.231194, 116.118111), (40.235611, 116.124289)],
[(40.052918, 116.369476), (40.058111, 116.330667)],
[(40.052918, 116.369476), (40.041361, 116.373921)],
[(40.140561, 116.262416), (40.141792, 116.258313)],
[(40.140561, 116.262416), (40.125517, 116.261944)],
[(40.140561, 116.262416), (40.131848, 116.266921)],
[(40.134251, 116.252193), (40.125517, 116.261944)],
[(40.035833, 116.309445), (40.058111, 116.330667)],
[(40.035833, 116.309445), (40.043501, 116.298251)],
[(40.035833, 116.309445), (40.034978, 116.306693)],
[(40.035833, 116.309445), (40.062711, 116.295361)],
[(40.035833, 116.309445), (40.039607, 116.316384)],
[(40.035833, 116.309445), (40.034031, 116.319871)],
[(40.206013, 116.223627), (40.209889, 116.228222)],
[(40.206013, 116.223627), (40.213888, 116.221534)],
[(40.076948, 116.302963), (40.083291, 116.322045)],
[(40.076948, 116.302963), (40.089172, 116.302284)],
[(40.076948, 116.302963), (40.087389, 116.300231)],
[(40.076948, 116.302963), (40.043761, 116.285851)],
[(40.076948, 116.302963), (40.098774, 116.302953)],
[(40.076948, 116.302963), (40.087491, 116.324951)],
[(40.076948, 116.302963), (40.099121, 116.338071)],
[(40.076948, 116.302963), (40.077062, 116.325645)],
[(40.076948, 116.302963), (40.069228, 116.299637)],
[(40.112621, 116.289151), (40.125517, 116.261944)],
[(40.112621, 116.289151), (40.118531, 116.267087)],
[(40.112621, 116.289151), (40.131848, 116.266921)],
[(40.038109, 116.323645), (40.039607, 116.316384)],
[(40.118531, 116.267087), (40.120147, 116.254641)],
[(40.118531, 116.267087), (40.131848, 116.266921)],
[(40.118531, 116.267087), (40.106016, 116.276689)],
[(40.118531, 116.267087), (40.125517, 116.261944)],
[(40.118531, 116.267087), (40.218981, 116.230971)],
[(40.118531, 116.267087), (40.125971, 116.252163)],
[(40.034261, 116.358151), (40.040439, 116.349094)],
[(40.145939, 116.252157), (40.125517, 116.261944)],
[(40.145939, 116.252157), (40.218981, 116.230971)],
[(40.081833, 116.294194), (40.098774, 116.302953)],
[(40.081833, 116.294194), (40.235611, 116.124289)],
[(40.081833, 116.294194), (40.089172, 116.302284)],
[(40.043501, 116.298251), (40.043761, 116.285851)],
[(40.043501, 116.298251), (40.055121, 116.307781)],
[(40.043501, 116.298251), (40.034579, 116.288291)],
[(40.043501, 116.298251), (40.034031, 116.319871)],
[(40.125517, 116.261944), (40.209278, 116.216359)],
[(40.125517, 116.261944), (40.213888, 116.221534)],
[(40.125517, 116.261944), (40.131848, 116.266921)],
[(40.125517, 116.261944), (40.120147, 116.254641)],
[(40.125517, 116.261944), (40.152972, 116.298361)],
[(40.125517, 116.261944), (40.141792, 116.258313)],
[(40.125517, 116.261944), (40.103275, 116.284444)],
[(40.108971, 116.268313), (40.106016, 116.276689)],
[(40.213869, 116.234626), (40.215364, 116.240961)],
[(40.213869, 116.234626), (40.210773, 116.239262)],
[(40.213869, 116.234626), (40.211233, 116.239117)],
[(40.213869, 116.234626), (40.212442, 116.246563)],
[(40.213869, 116.234626), (40.209278, 116.216359)],
[(40.213869, 116.234626), (40.216783, 116.256904)],
[(40.213869, 116.234626), (40.209889, 116.228222)],
[(40.213869, 116.234626), (40.220667, 116.239556)],
[(40.213869, 116.234626), (40.212647, 116.251881)],
[(40.213869, 116.234626), (40.213888, 116.221534)],
[(40.213869, 116.234626), (40.218981, 116.230971)],
[(40.213869, 116.234626), (40.212898, 116.228058)],
[(40.213869, 116.234626), (40.183412, 116.232075)],
[(40.213869, 116.234626), (40.214867, 116.247008)],
[(40.212898, 116.228058), (40.210773, 116.239262)],
[(40.212898, 116.228058), (40.211233, 116.239117)],
[(40.212898, 116.228058), (40.213888, 116.221534)],
[(40.212898, 116.228058), (40.209889, 116.228222)],
[(40.212898, 116.228058), (40.220667, 116.239556)],
[(40.212898, 116.228058), (40.218981, 116.230971)],
[(40.212647, 116.251881), (40.214867, 116.247008)],
[(40.212647, 116.251881), (40.210773, 116.239262)],
[(40.212647, 116.251881), (40.212442, 116.246563)],
[(40.212647, 116.251881), (40.216783, 116.256904)],
[(39.787638, 116.493917), (39.790501, 116.483001)],
[(39.787638, 116.493917), (39.787601, 116.493901)],
[(39.787638, 116.493917), (39.790141, 116.482981)],
[(39.787638, 116.493917), (40.187917, 117.153667)],
[(39.787638, 116.493917), (39.792501, 116.486851)],
[(40.033701, 116.330251), (40.039222, 116.339751)],
[(40.039607, 116.316384), (40.034978, 116.306693)],
[(40.039607, 116.316384), (40.034031, 116.319871)],
[(40.039607, 116.316384), (40.041002, 116.315417)],
[(40.034031, 116.319871), (40.034978, 116.306693)],
[(40.034031, 116.319871), (40.034579, 116.288291)],
[(40.040439, 116.349094), (40.058111, 116.330667)],
[(40.040439, 116.349094), (40.041361, 116.373921)],
[(40.154301, 116.250241), (40.156415, 116.244773)],
[(40.154301, 116.250241), (40.158691, 116.266905)],
[(40.034579, 116.288291), (40.034978, 116.306693)],
[(40.103275, 116.284444), (40.106016, 116.276689)],
[(40.103275, 116.284444), (40.098981, 116.285883)],
[(40.083291, 116.322045), (40.089172, 116.302284)],
[(40.083291, 116.322045), (40.098774, 116.302953)],
[(40.083291, 116.322045), (40.087491, 116.324951)],
[(40.083291, 116.322045), (40.099121, 116.338071)],
[(40.083291, 116.322045), (40.077062, 116.325645)],
[(40.083291, 116.322045), (40.068287, 116.333102)],
[(40.083291, 116.322045), (40.081066, 116.342998)],
[(40.083291, 116.322045), (40.084444, 116.331417)],
[(40.087389, 116.300231), (40.089172, 116.302284)],
[(40.156415, 116.244773), (40.197801, 116.222841)],
[(40.156415, 116.244773), (40.158691, 116.266905)],
[(40.150118, 116.264351), (40.146371, 116.273861)],
[(40.218981, 116.230971), (40.210773, 116.239262)],
[(40.218981, 116.230971), (40.212442, 116.246563)],
[(40.218981, 116.230971), (40.197801, 116.222841)],
[(40.218981, 116.230971), (40.222097, 116.220571)],
[(40.218981, 116.230971), (40.209889, 116.228222)],
[(40.218981, 116.230971), (40.220667, 116.239556)],
[(40.218981, 116.230971), (40.213888, 116.221534)],
[(40.218981, 116.230971), (40.152972, 116.298361)],
[(40.084444, 116.331417), (40.087491, 116.324951)],
[(40.084444, 116.331417), (40.099121, 116.338071)],
[(40.084444, 116.331417), (40.068287, 116.333102)],
[(40.084444, 116.331417), (40.081066, 116.342998)],
[(40.084444, 116.331417), (40.152972, 116.298361)],
[(40.461806, 115.968917), (40.462333, 115.980861)],
[(40.461806, 115.968917), (40.464911, 115.992917)],
[(40.461806, 115.968917), (40.463311, 115.970806)],
[(40.055791, 116.324361), (40.058111, 116.330667)],
[(40.055791, 116.324361), (40.065611, 116.322079)],
[(39.790501, 116.483001), (39.790141, 116.482981)],
[(39.790501, 116.483001), (40.187917, 117.153667)],
[(39.790501, 116.483001), (39.792501, 116.486851)],
[(40.209889, 116.228222), (40.210773, 116.239262)],
[(40.209889, 116.228222), (40.211233, 116.239117)],
[(40.209889, 116.228222), (40.222097, 116.220571)],
[(40.209889, 116.228222), (40.220667, 116.239556)],
[(40.220667, 116.239556), (40.215364, 116.240961)],
[(40.220667, 116.239556), (40.210773, 116.239262)],
[(40.220667, 116.239556), (40.222097, 116.220571)],
[(40.220667, 116.239556), (40.167991, 116.314012)],
[(40.220667, 116.239556), (40.223035, 116.276701)],
[(40.462333, 115.980861), (40.463311, 115.970806)],
[(40.095381, 116.283131), (40.106016, 116.276689)],
[(40.095381, 116.283131), (40.098981, 116.285883)],
[(40.095381, 116.283131), (40.089172, 116.302284)],
[(40.210773, 116.239262), (40.215364, 116.240961)],
[(40.210773, 116.239262), (40.222097, 116.220571)],
[(40.210773, 116.239262), (40.211233, 116.239117)],
[(40.210773, 116.239262), (40.212442, 116.246563)],
[(40.210773, 116.239262), (40.214867, 116.247008)],
[(40.211233, 116.239117), (40.212442, 116.246563)],
[(40.212442, 116.246563), (40.215364, 116.240961)],
[(40.212442, 116.246563), (40.214867, 116.247008)],
[(40.212442, 116.246563), (40.222097, 116.220571)],
[(40.212442, 116.246563), (40.216783, 116.256904)],
[(40.222097, 116.220571), (40.145755, 116.302861)],
[(40.222097, 116.220571), (40.213888, 116.221534)],
[(40.222097, 116.220571), (40.220905, 116.213595)],
[(40.120147, 116.254641), (40.125971, 116.252163)],
[(40.120147, 116.254641), (40.131848, 116.266921)],
[(40.125971, 116.252163), (40.131848, 116.266921)],
[(40.216801, 116.203957), (40.183415, 116.161574)],
[(40.220905, 116.213595), (40.235611, 116.124289)],
[(40.220905, 116.213595), (40.213888, 116.221534)],
[(40.170417, 116.269783), (40.141792, 116.258313)],
[(40.170417, 116.269783), (40.158691, 116.266905)],
[(40.065611, 116.322079), (40.058111, 116.330667)],
[(40.065611, 116.322079), (40.055121, 116.307781)],
[(40.065611, 116.322079), (40.052505, 116.173674)],
[(40.065611, 116.322079), (40.068287, 116.333102)],
[(40.065611, 116.322079), (40.051301, 116.311001)],
[(40.197801, 116.222841), (40.209278, 116.216359)],
[(40.131848, 116.266921), (40.145014, 116.293074)],
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In [13]:
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In [ ]: